Inferring time derivatives including cell growth rates using Gaussian processes
oleh: Peter S. Swain, Keiran Stevenson, Allen Leary, Luis F. Montano-Gutierrez, Ivan B.N. Clark, Jackie Vogel, Teuta Pilizota
| Format: | Article |
|---|---|
| Diterbitkan: | Nature Portfolio 2016-12-01 |
Deskripsi
High-throughput time-series data is increasingly available, yet estimating time-derivatives from such data can remain a challenge. Here, the authors provide a non-parametric method for inferring the first and second time-derivatives from multiple replicates of time-series data and for estimating errors in this inference and in any summary statistics.